factor analysis

How Does Factor Analysis Work?

Factor analysis involves several steps:
Data Collection: Gather a large dataset with multiple observed variables.
Correlation Matrix: Compute the correlation matrix to understand the relationships between variables.
Extraction of Factors: Use methods such as Principal Component Analysis (PCA) or Maximum Likelihood to extract factors.
Rotation: Apply rotation methods like Varimax or Promax to improve the interpretability of factors.
Interpretation: Analyze the factors to determine their meaning and relevance.

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